{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 程序说明\n",
    "时间：2016年11月23日\n",
    "\n",
    "说明：一个卷积自编码器的例程。\n",
    "\n",
    "数据集：MNIST\n",
    "\n",
    "原博客地址：[Building Autoencoders in Keras](https://blog.keras.io/building-autoencoders-in-keras.html)\n",
    "\n",
    "\n",
    "![autoencoders](https://blog.keras.io/img/ae/autoencoder_schema.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.加载keras模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.layers import Input, Dense, Convolution2D, MaxPooling2D, UpSampling2D\n",
    "from keras.models import Model\n",
    "from keras.datasets import mnist\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 2.Convolutional autoencoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "input_img = Input(shape=(28, 28, 1))\n",
    "\n",
    "x = Convolution2D(16, 3, 3, activation='relu', border_mode='same')(input_img)\n",
    "x = MaxPooling2D((2, 2), border_mode='same')(x)\n",
    "x = Convolution2D(8, 3, 3, activation='relu', border_mode='same')(x)\n",
    "x = MaxPooling2D((2, 2), border_mode='same')(x)\n",
    "x = Convolution2D(8, 3, 3, activation='relu', border_mode='same')(x)\n",
    "encoded = MaxPooling2D((2, 2), border_mode='same')(x)\n",
    "\n",
    "# at this point the representation is (8, 4, 4) i.e. 128-dimensional\n",
    "\n",
    "x = Convolution2D(8, 3, 3, activation='relu', border_mode='same')(encoded)\n",
    "x = UpSampling2D((2, 2))(x)\n",
    "x = Convolution2D(8, 3, 3, activation='relu', border_mode='same')(x)\n",
    "x = UpSampling2D((2, 2))(x)\n",
    "x = Convolution2D(16, 3, 3, activation='relu')(x)\n",
    "x = UpSampling2D((2, 2))(x)\n",
    "decoded = Convolution2D(1, 3, 3, activation='sigmoid', border_mode='same')(x)\n",
    "\n",
    "autoencoder = Model(input_img, decoded)\n",
    "autoencoder.compile(optimizer='adadelta', loss='binary_crossentropy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "(x_train, _), (x_test, _) = mnist.load_data()\n",
    "\n",
    "x_train = x_train.astype('float32') / 255.\n",
    "x_test = x_test.astype('float32') / 255.\n",
    "x_train = np.reshape(x_train, (len(x_train), 28, 28, 1))\n",
    "x_test = np.reshape(x_test, (len(x_test), 28, 28, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples, validate on 10000 samples\n",
      "Epoch 1/50\n",
      "60000/60000 [==============================] - 8s - loss: 0.2372 - val_loss: 0.1694\n",
      "Epoch 2/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1588 - val_loss: 0.1502\n",
      "Epoch 3/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1441 - val_loss: 0.1346\n",
      "Epoch 4/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1353 - val_loss: 0.1313\n",
      "Epoch 5/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1293 - val_loss: 0.1266\n",
      "Epoch 6/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1252 - val_loss: 0.1229\n",
      "Epoch 7/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1222 - val_loss: 0.1193\n",
      "Epoch 8/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1202 - val_loss: 0.1179\n",
      "Epoch 9/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1184 - val_loss: 0.1185\n",
      "Epoch 10/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1169 - val_loss: 0.1166\n",
      "Epoch 11/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1155 - val_loss: 0.1132\n",
      "Epoch 12/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1143 - val_loss: 0.1141\n",
      "Epoch 13/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1134 - val_loss: 0.1136\n",
      "Epoch 14/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1125 - val_loss: 0.1124\n",
      "Epoch 15/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1119 - val_loss: 0.1091\n",
      "Epoch 16/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1111 - val_loss: 0.1090\n",
      "Epoch 17/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1103 - val_loss: 0.1120\n",
      "Epoch 18/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1094 - val_loss: 0.1074\n",
      "Epoch 19/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1091 - val_loss: 0.1070\n",
      "Epoch 20/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1087 - val_loss: 0.1085\n",
      "Epoch 21/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1082 - val_loss: 0.1069\n",
      "Epoch 22/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1079 - val_loss: 0.1058\n",
      "Epoch 23/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1075 - val_loss: 0.1045\n",
      "Epoch 24/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1067 - val_loss: 0.1055\n",
      "Epoch 25/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1067 - val_loss: 0.1070\n",
      "Epoch 26/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1063 - val_loss: 0.1032\n",
      "Epoch 27/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1058 - val_loss: 0.1060\n",
      "Epoch 28/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1055 - val_loss: 0.1069\n",
      "Epoch 29/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1053 - val_loss: 0.1037\n",
      "Epoch 30/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1051 - val_loss: 0.1055\n",
      "Epoch 31/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1048 - val_loss: 0.1038\n",
      "Epoch 32/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1045 - val_loss: 0.1024\n",
      "Epoch 33/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1043 - val_loss: 0.1022\n",
      "Epoch 34/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1041 - val_loss: 0.1023\n",
      "Epoch 35/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1040 - val_loss: 0.1042\n",
      "Epoch 36/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1038 - val_loss: 0.1030\n",
      "Epoch 37/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1036 - val_loss: 0.1020\n",
      "Epoch 38/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1033 - val_loss: 0.1015\n",
      "Epoch 39/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1032 - val_loss: 0.1010\n",
      "Epoch 40/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1027 - val_loss: 0.1023\n",
      "Epoch 41/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1025 - val_loss: 0.1000\n",
      "Epoch 42/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1024 - val_loss: 0.1016\n",
      "Epoch 43/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1018 - val_loss: 0.1001\n",
      "Epoch 44/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1016 - val_loss: 0.1000\n",
      "Epoch 45/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1016 - val_loss: 0.1004\n",
      "Epoch 46/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1013 - val_loss: 0.0993\n",
      "Epoch 47/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1010 - val_loss: 0.1006\n",
      "Epoch 48/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1006 - val_loss: 0.1001\n",
      "Epoch 49/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1008 - val_loss: 0.0994\n",
      "Epoch 50/50\n",
      "60000/60000 [==============================] - 7s - loss: 0.1006 - val_loss: 0.0998\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f0244252a50>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autoencoder.fit(x_train, x_train,\n",
    "                nb_epoch=50,\n",
    "                batch_size=128,\n",
    "                shuffle=True,\n",
    "                validation_data=(x_test, x_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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H40G5XIbVasVgMEC325W/r5+jlwfVf88wDEmiTSaTSCaTSCQS4qfpcrngdrtvKG7UGoMN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\nYWFhYWFhYWFhYWFhYbEh+H/AkYaZOHTswQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0224105ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "decoded_imgs = autoencoder.predict(x_test)\n",
    "\n",
    "n = 10\n",
    "plt.figure(figsize=(20, 4))\n",
    "for i in range(n):\n",
    "    # display original\n",
    "    ax = plt.subplot(2, n, i+1)\n",
    "    plt.imshow(x_test[i].reshape(28, 28))\n",
    "    plt.gray()\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "\n",
    "    # display reconstruction\n",
    "    ax = plt.subplot(2, n, i + n+1)\n",
    "    plt.imshow(decoded_imgs[i].reshape(28, 28))\n",
    "    plt.gray()\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_1 (InputLayer)             (None, 28, 28, 1)     0                                            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_1 (Convolution2D)  (None, 28, 28, 16)    160         input_1[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_1 (MaxPooling2D)    (None, 14, 14, 16)    0           convolution2d_1[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_2 (Convolution2D)  (None, 14, 14, 8)     1160        maxpooling2d_1[0][0]             \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_2 (MaxPooling2D)    (None, 7, 7, 8)       0           convolution2d_2[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_3 (Convolution2D)  (None, 7, 7, 8)       584         maxpooling2d_2[0][0]             \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_3 (MaxPooling2D)    (None, 4, 4, 8)       0           convolution2d_3[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_4 (Convolution2D)  (None, 4, 4, 8)       584         maxpooling2d_3[0][0]             \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_1 (UpSampling2D)    (None, 8, 8, 8)       0           convolution2d_4[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_5 (Convolution2D)  (None, 8, 8, 8)       584         upsampling2d_1[0][0]             \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_2 (UpSampling2D)    (None, 16, 16, 8)     0           convolution2d_5[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_6 (Convolution2D)  (None, 14, 14, 16)    1168        upsampling2d_2[0][0]             \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_3 (UpSampling2D)    (None, 28, 28, 16)    0           convolution2d_6[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_7 (Convolution2D)  (None, 28, 28, 1)     145         upsampling2d_3[0][0]             \n",
      "====================================================================================================\n",
      "Total params: 4385\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "autoencoder.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 中间编码层编码可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 4, 4, 8)\n"
     ]
    },
    {
     "data": {
      "image/png": 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kNBnygYwMqRAifMzM12Rw25Cxu406tr7jtxAjXpTZtquyvhoiMgSfaUaEICFS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\n3MTdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f01f41ab4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_extractfeatures = Model(input=autoencoder.input, output=autoencoder.get_layer('maxpooling2d_3').output)\n",
    "encoded_imgs = model_extractfeatures.predict(x_test)\n",
    "print(encoded_imgs.shape)\n",
    "n = 10\n",
    "plt.figure(figsize=(20, 8))\n",
    "for i in range(n):\n",
    "    ax = plt.subplot(1, n, i+1)\n",
    "    plt.imshow(encoded_imgs[i].reshape(4, 4 * 8).T)\n",
    "    plt.gray()\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  },
  "ssap_exp_config": {
   "error_alert": "Error Occurs!",
   "initial": [],
   "max_iteration": 1000,
   "recv_id": "",
   "running": [],
   "summary": [],
   "version": "1.1.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
